{"id":"https://openalex.org/W3161508008","doi":"https://doi.org/10.3390/rs13101958","title":"The Impacts of Spatial Resolution, Viewing Angle, and Spectral Vegetation Indices on the Quantification of Woody Mediterranean Species Seasonality Using Remote Sensing","display_name":"The Impacts of Spatial Resolution, Viewing Angle, and Spectral Vegetation Indices on the Quantification of Woody Mediterranean Species Seasonality Using Remote Sensing","publication_year":2021,"publication_date":"2021-05-18","ids":{"openalex":"https://openalex.org/W3161508008","doi":"https://doi.org/10.3390/rs13101958","mag":"3161508008"},"language":"en","primary_location":{"id":"doi:10.3390/rs13101958","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13101958","pdf_url":"https://www.mdpi.com/2072-4292/13/10/1958/pdf?version=1621414851","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/13/10/1958/pdf?version=1621414851","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066233315","display_name":"Shelly Elbaz","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100416","display_name":"Israel Water Authority","ror":"https://ror.org/013zszd91","country_code":"IL","type":"government","lineage":["https://openalex.org/I4210100416"]},{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Shelly Elbaz","raw_affiliation_strings":["Department of Geography, The Hebrew University of Jerusalem, Mt Scopus, Jerusalem 9190501, Israel","Israel Nature and Parks Authority, 3 Am Ve Olamo Street, Jerusalem 9546303, Israel"],"affiliations":[{"raw_affiliation_string":"Department of Geography, The Hebrew University of Jerusalem, Mt Scopus, Jerusalem 9190501, Israel","institution_ids":["https://openalex.org/I197251160"]},{"raw_affiliation_string":"Israel Nature and Parks Authority, 3 Am Ve Olamo Street, Jerusalem 9546303, Israel","institution_ids":["https://openalex.org/I4210100416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027396553","display_name":"Efrat Sheffer","orcid":"https://orcid.org/0000-0002-2715-7468"},"institutions":[{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Efrat Sheffer","raw_affiliation_strings":["The Robert H. Smith Institute of Plant Sciences and Genetics in Agriculture, The Hebrew University of Jerusalem, Rehovot 7610001, Israel"],"affiliations":[{"raw_affiliation_string":"The Robert H. Smith Institute of Plant Sciences and Genetics in Agriculture, The Hebrew University of Jerusalem, Rehovot 7610001, Israel","institution_ids":["https://openalex.org/I197251160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000530739","display_name":"Itamar M. Lensky","orcid":"https://orcid.org/0000-0001-7594-5277"},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Itamar M. Lensky","raw_affiliation_strings":["Department of Geography and Environment, Bar Ilan University, Ramat-Gan 5290002, Israel"],"affiliations":[{"raw_affiliation_string":"Department of Geography and Environment, Bar Ilan University, Ramat-Gan 5290002, Israel","institution_ids":["https://openalex.org/I13955877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023710343","display_name":"Noam Levin","orcid":"https://orcid.org/0000-0002-9434-7501"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]},{"id":"https://openalex.org/I197251160","display_name":"Hebrew University of Jerusalem","ror":"https://ror.org/03qxff017","country_code":"IL","type":"education","lineage":["https://openalex.org/I197251160"]}],"countries":["AU","IL"],"is_corresponding":false,"raw_author_name":"Noam Levin","raw_affiliation_strings":["Department of Geography, The Hebrew University of Jerusalem, Mt Scopus, Jerusalem 9190501, Israel","Remote Sensing Research Centre, School of Earth and Environmental Sciences, University of Queensland, Brisbane 4072, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Geography, The Hebrew University of Jerusalem, Mt Scopus, Jerusalem 9190501, Israel","institution_ids":["https://openalex.org/I197251160"]},{"raw_affiliation_string":"Remote Sensing Research Centre, School of Earth and Environmental Sciences, University of Queensland, Brisbane 4072, Australia","institution_ids":["https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5066233315"],"corresponding_institution_ids":["https://openalex.org/I197251160","https://openalex.org/I4210100416"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.1683,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.56331237,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"13","issue":"10","first_page":"1958","last_page":"1958"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.767418622970581},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6624755859375},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.5826893448829651},{"id":"https://openalex.org/keywords/mediterranean-climate","display_name":"Mediterranean climate","score":0.5599243640899658},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5359014272689819},{"id":"https://openalex.org/keywords/enhanced-vegetation-index","display_name":"Enhanced vegetation index","score":0.46364039182662964},{"id":"https://openalex.org/keywords/seasonality","display_name":"Seasonality","score":0.44017383456230164},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.3265276849269867},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.31423014402389526},{"id":"https://openalex.org/keywords/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.2697775959968567},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.2425292432308197},{"id":"https://openalex.org/keywords/vegetation-index","display_name":"Vegetation Index","score":0.22927206754684448},{"id":"https://openalex.org/keywords/leaf-area-index","display_name":"Leaf area index","score":0.21543940901756287},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08111834526062012},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08100831508636475}],"concepts":[{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.767418622970581},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6624755859375},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.5826893448829651},{"id":"https://openalex.org/C4646841","wikidata":"https://www.wikidata.org/wiki/Q13996","display_name":"Mediterranean climate","level":2,"score":0.5599243640899658},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5359014272689819},{"id":"https://openalex.org/C78869512","wikidata":"https://www.wikidata.org/wiki/Q5378810","display_name":"Enhanced vegetation index","level":5,"score":0.46364039182662964},{"id":"https://openalex.org/C125403950","wikidata":"https://www.wikidata.org/wiki/Q2111082","display_name":"Seasonality","level":2,"score":0.44017383456230164},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.3265276849269867},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.31423014402389526},{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.2697775959968567},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.2425292432308197},{"id":"https://openalex.org/C2780376076","wikidata":"https://www.wikidata.org/wiki/Q1499458","display_name":"Vegetation Index","level":4,"score":0.22927206754684448},{"id":"https://openalex.org/C25989453","wikidata":"https://www.wikidata.org/wiki/Q446746","display_name":"Leaf area index","level":2,"score":0.21543940901756287},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08111834526062012},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08100831508636475},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs13101958","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13101958","pdf_url":"https://www.mdpi.com/2072-4292/13/10/1958/pdf?version=1621414851","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2baa0449ad1248849f7282a2387245d6","is_oa":true,"landing_page_url":"https://doaj.org/article/2baa0449ad1248849f7282a2387245d6","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 13, Iss 10, p 1958 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/10/1958/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13101958","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs13101958","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13101958","pdf_url":"https://www.mdpi.com/2072-4292/13/10/1958/pdf?version=1621414851","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5199999809265137,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320948","display_name":"Ministry of Science, Technology and Space","ror":"https://ror.org/02heb2n75"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3161508008.pdf","grobid_xml":"https://content.openalex.org/works/W3161508008.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W1627669854","https://openalex.org/W1910689100","https://openalex.org/W1971196151","https://openalex.org/W1976413499","https://openalex.org/W1976851203","https://openalex.org/W1985555755","https://openalex.org/W1990668383","https://openalex.org/W1999515556","https://openalex.org/W2006262525","https://openalex.org/W2018205127","https://openalex.org/W2023737612","https://openalex.org/W2024081693","https://openalex.org/W2045351155","https://openalex.org/W2063623478","https://openalex.org/W2075513305","https://openalex.org/W2075818603","https://openalex.org/W2078996926","https://openalex.org/W2090597209","https://openalex.org/W2099098700","https://openalex.org/W2107195651","https://openalex.org/W2124564759","https://openalex.org/W2138872120","https://openalex.org/W2140944264","https://openalex.org/W2146226467","https://openalex.org/W2152092242","https://openalex.org/W2155886090","https://openalex.org/W2155906534","https://openalex.org/W2163450852","https://openalex.org/W2163732357","https://openalex.org/W2283248741","https://openalex.org/W2301276657","https://openalex.org/W2329395919","https://openalex.org/W2346737041","https://openalex.org/W2470436150","https://openalex.org/W2574160848","https://openalex.org/W2592471618","https://openalex.org/W2601513028","https://openalex.org/W2604261031","https://openalex.org/W2623660224","https://openalex.org/W2745498134","https://openalex.org/W2745775668","https://openalex.org/W2745963626","https://openalex.org/W2767193133","https://openalex.org/W2767410253","https://openalex.org/W2767792795","https://openalex.org/W2769889239","https://openalex.org/W2770248847","https://openalex.org/W2771475405","https://openalex.org/W2796980406","https://openalex.org/W2801097289","https://openalex.org/W2901401525","https://openalex.org/W2910704546","https://openalex.org/W2914709307","https://openalex.org/W2942041917","https://openalex.org/W2972678553","https://openalex.org/W2990259822","https://openalex.org/W2991051429","https://openalex.org/W3023058341","https://openalex.org/W3026556716","https://openalex.org/W4232592570","https://openalex.org/W4233280801","https://openalex.org/W6652031059","https://openalex.org/W6705344346","https://openalex.org/W6738846647"],"related_works":["https://openalex.org/W1983484934","https://openalex.org/W3017461794","https://openalex.org/W2362091011","https://openalex.org/W2115853453","https://openalex.org/W2199543753","https://openalex.org/W2171400093","https://openalex.org/W2387342003","https://openalex.org/W2374309310","https://openalex.org/W4206605833","https://openalex.org/W1518625700"],"abstract_inverted_index":{"Discriminating":[0],"between":[1,200,296],"woody":[2,74],"plant":[3],"species":[4,44,209,232,240,257,265,274,298,372],"using":[5,340],"a":[6,92,125,169,205,341,346,353],"single":[7],"image":[8],"is":[9,50],"not":[10],"straightforward":[11],"due":[12],"to":[13,147,154],"similarity":[14],"in":[15,21,30,100,189,230,359],"their":[16,375],"spectral":[17],"signatures,":[18],"and":[19,65,96,151,163,208,248,317,358,362],"limitations":[20],"the":[22,42,57,60,79,87,101,108,113,121,156,190,201,226,261,273,279,287,291,297,324,329,333],"spatial":[23,48,70,157,171,214,309,313,347],"resolution":[24,49,172,310,314,348],"of":[25,59,63,82,112,173,196,238,272,282,315,332,349,356,370],"many":[26],"sensors.":[27],"Seasonal":[28],"changes":[29,188],"vegetation":[31,36,83,99,111,285],"indices":[32,84,122],"can":[33],"potentially":[34],"improve":[35],"mapping;":[37],"however,":[38],"for":[39,72,204,212,263,367],"mapping":[40,266,369],"at":[41,131,176,193],"individual":[43,136,181],"level,":[45],"very":[46],"high":[47,223,249],"needed.":[51],"In":[52],"this":[53],"study":[54,88,325],"we":[55,90],"examined":[56],"ability":[58],"Israel/French":[61],"satellite":[62],"VEN\u03bcS":[64,164,277,302,342],"other":[66],"sensors":[67,118,185,203],"with":[68,94,225,241,258],"higher":[69],"resolutions,":[71],"identifying":[73],"Mediterranean":[75,109,371],"species,":[76],"based":[77,373],"on":[78,286,374],"seasonal":[80,187,270],"patterns":[81],"(VIs).":[85],"For":[86],"area,":[89],"chose":[91],"site":[93],"natural":[95],"highly":[97],"heterogeneous":[98],"Judean":[102],"Mountains":[103],"(Israel),":[104],"which":[105,120],"well":[106],"represents":[107],"maquis":[110],"region.":[114],"We":[115],"used":[116],"three":[117],"from":[119,160,267,276,301,352],"were":[123],"derived:":[124],"consumer-grade":[126],"ground-based":[127],"camera":[128,228],"(weekly":[129],"images":[130],"VIS-NIR;":[132],"six":[133],"VIs;":[134,179],"547":[135],"plants),":[137],"UAV":[138,219],"imagery":[139],"(11":[140],"images,":[141],"five":[142],"bands,":[143],"seven":[144,178],"VIs)":[145],"resampled":[146],"14,":[148],"30,":[149],"125,":[150],"500":[152],"cm":[153],"simulate":[155],"resolutions":[158,215],"available":[159],"some":[161],"satellites,":[162],"Level":[165],"1":[166],"product":[167],"(with":[168,345],"nominal":[170],"5.3":[174],"m":[175],"nadir;":[177],"1551":[180],"plants).":[182],"The":[183,218,269,293],"various":[184],"described":[186],"species\u2019":[191],"VIs":[192],"different":[194],"levels":[195],"success.":[197],"Strong":[198],"correlations":[199,224],"near-surface":[202],"given":[206],"VI":[207],"mostly":[210],"persisted":[211],"all":[213],"\u2264125":[216,235],"cm.":[217],"ExG":[220],"index":[221],"presented":[222],"ground":[227,312],"data":[229],"most":[231],"(pixel":[233,252],"size":[234,253],"cm;":[236,255],"9":[237],"12":[239],"R":[242],"\u2265":[243],"0.85;":[244],"p":[245],"&lt;":[246],"0.001),":[247],"classification":[250],"accuracies":[251],"\u226430":[254],"8":[256],"&gt;70%),":[259],"demonstrating":[260],"possibility":[262],"detailed":[264,368],"space.":[268],"dynamics":[271],"obtained":[275],"demonstrated":[278],"dominant":[280],"role":[281],"ephemeral":[283],"herbaceous":[284],"signal":[288],"recorded":[289],"by":[290,306],"sensor.":[292],"low":[294],"variance":[295],"as":[299],"observed":[300],"may":[303,337],"be":[304,338],"explained":[305],"its":[307,318],"coarse":[308],"(effective":[311],"7.5)":[316],"non-nadir":[319],"viewing":[320],"angle":[321],"(29.7\u00b0)":[322],"over":[323],"area.":[326],"However,":[327],"considering":[328],"challenging":[330],"characteristics":[331],"research":[334],"site,":[335],"it":[336],"that":[339],"type":[343],"sensor":[344],"~1":[350],"m)":[351],"nadir":[354],"point":[355],"view":[357],"more":[360],"homogeneous":[361],"dense":[363],"areas":[364],"would":[365],"allow":[366],"seasonality.":[376]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
